Semantic Web Mining

作者: Gerd Stumme , Andreas Hotho , Bettina Berendt

DOI: 10.1016/J.WEBSEM.2006.02.001

关键词:

摘要: Semantic Web Mining aims at combining the two fast-developing research areas and Mining. This survey analyzes convergence of trends from both areas: More more researchers are working on improving results by exploiting semantic structures in Web, they make use techniques for building Web. Last but not least, these can be used mining itself. The is second-generation WWW, enriched machine-processable information which supports user his tasks. Given enormous size even today's it impossible to manually enrich all resources. Therefore, automated schemes learning relevant increasingly being used. discovering insights about meaning resources their usage. primarily syntactical nature data mined, discovery based only. formalizations semantics sites navigation behavior becoming common. Furthermore, itself another upcoming application. We argue that need each other fulfill goals, full potential this yet realized. paper gives an overview where meet today, sketches ways how a closer integration could profitable.

参考文章(166)
Dunja Mladenic, Turning Yahoo to Automatic Web-Page Classifier. european conference on artificial intelligence. pp. 473- 474 ,(1998)
Orest Bolohan, Adriana Badulescu, Roxana Girju, Paul Morarescu, Adrian Novischi, Dan I. Moldovan, Sanda M. Harabagiu, V. Finley Lacatusu, LCC Tools for Question Answering. text retrieval conference. ,(2002)
Eduard Hovy, Combining and standardizing large- scale, practical ontologies for machine tranlation and other uses language resources and evaluation. pp. 535- 542 ,(1998)
Katsumi Tanaka, Shahram Ghandeharizadeh, Yahiko Kambayashi, Information organization and databases Information organization and databases. pp. 3- 6 ,(2001) , 10.1007/978-1-4615-1379-7_1
Ian Horrocks, Raphael Volz, Stefan Decker, Benjamin N. Grosof, Combining logic programs with description logics the web conference. ,(2003)
Alon Y. Halevy, Jayant Madhavan, Corpus-based knowledge representation international joint conference on artificial intelligence. pp. 1567- 1572 ,(2003)
Alexander Maedche, Siegfried Handschuh, Marc Ehrig, Ljiljana Stojanovic, Raphael Volz, Ontology-Focused Crawling of Documents and Relational Metadata the web conference. ,(2003)
Costas Tsatsoulis, Andrew Brent Williams, An instance-based approach for identifying candidate ontology relations within a multi-agent system OL'00 Proceedings of the First International Conference on Ontology Learning - Volume 31. pp. 42- 46 ,(2000)
Hans Chalupsky, OntoMorph: A Translation System for Symbolic Knowledge. principles of knowledge representation and reasoning. pp. 471- 482 ,(2000)
Andreas Hotho, Steffen Staab, Gerd Stumme, Explaining Text Clustering Results Using Semantic Structures european conference on principles of data mining and knowledge discovery. pp. 217- 228 ,(2003) , 10.1007/978-3-540-39804-2_21